Glossary

The terms, defined plainly

Clear definitions of the concepts behind BearLeap's work — written to be quoted, by a reader or an AI answer engine, without distortion.

Generative Engine Optimization
LLM retrievability
Citation strategy
Fractional CMO
Deep tech
New Space

Generative Engine Optimization

Also known as: GEO

Generative Engine Optimization (GEO) is the practice of structuring content and entity data so that generative AI answer engines — such as ChatGPT, Perplexity, Google AI Overviews, and Claude — cite a brand as a source. It extends search optimization from ranking links to being quoted inside AI-generated answers.

GEO and SEO overlap but are not the same. SEO optimizes to rank a page; GEO optimizes to be the sentence an AI engine quotes. A page can rank well and still never be cited, because citation depends on clarity, structure, and entity consistency rather than ranking position alone.

LLM retrievability

Also known as: retrievability

LLM retrievability is the degree to which a piece of content can be found, parsed, and quoted by a large language model. Highly retrievable content sits in the initial HTML, is written as short factual claims, and is structured with clear entities and defined terms.

Retrievability is the engineering side of AI visibility. Content that hides behind JavaScript, buries claims in marketing prose, or names its entities inconsistently is hard for a model to quote — regardless of how good the underlying idea is.

Citation strategy

A citation strategy is a deliberate plan for becoming a source that AI answer engines quote. It combines entity clarity, structured factual content, and authoritative coverage so that a brand is named when AI systems answer questions in its category.

A citation strategy treats being quoted by AI as the goal, not a side effect. It asks which questions buyers put to AI engines, what a citable answer looks like, and which sources those engines already trust — then closes the gap.

Fractional CMO

Also known as: part-time CMO

A fractional CMO is a senior marketing leader who works with a company part-time, owning marketing strategy and execution without being a full-time hire. It gives early-stage and technical companies executive marketing leadership at a fraction of the cost and commitment.

For most deep-tech and B2B SaaS companies, a full-time CMO is premature but the need for senior marketing judgement is not. A fractional CMO fills that gap — strategy and accountable ownership, scaled to the stage of the company.

Deep tech

Also known as: deep technology

Deep tech refers to companies whose products are built on substantial scientific or engineering advances — such as advanced materials, photonics, robotics, biotech, or aerospace. Deep-tech products are technically strong but often face long sales cycles and markets without a clear, existing category.

The defining challenge of deep tech is rarely the technology. It is translating a genuine engineering breakthrough into a market story a buyer can grasp quickly — which is exactly the gap BearLeap is built to close.

New Space

Also known as: NewSpace

New Space is the commercial space sector: privately funded companies building launch, satellite, and space-data products, as opposed to traditional government-led aerospace. New Space companies combine deep-tech engineering with the challenge of creating entirely new commercial markets.

New Space sits at the intersection of hard engineering and undefined markets. The technology is extraordinary; the buyer, the use case, and the category are often still being invented — making narrative and market discovery decisive.

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